Software engineer & cybersecurity practitioner focused on practical, high-assurance tooling.

Working across defensive security, OSINT, systems engineering, and automation. My focus is building local-first software that prioritizes data sovereignty, deterministic logic, and real operational utility. Currently deepening expertise in Rust for systems-level infrastructure, high-performance computing, and AI/ML workflows.

Old life deleted. New framework loading. · the silent wish forever remembered

• Local-first by default. Sensitive operational data stays on the operator's machine — no telemetry, no involuntary cloud exposure, no silent ingestion.
• Deterministic by design. Reproducible artifacts, auditable decisions, exact calculations instead of opaque heuristics.
• Pragmatic at the boundary. Local, hybrid, and cloud-assisted models are chosen based on operational requirements, not fashion.
• Built for operators. Stable, inspectable tools designed for real analyst and developer workflows.

• Defensive Security & OSINT: Cellular intelligence, RF signal capture (RTL-SDR), cell-tower mapping, geospatial correlation, and network analysis.
• Local-First Architecture: Inspectable on-device storage, reproducible artifacts, zero telemetry or involuntary cloud exposure.
• Systems & Automation: CLI tooling, high-performance services, low-overhead workflows, and automation pipelines.
• Modern User Interfaces: Cross-platform desktop workbenches (Electron, React, TypeScript) and responsive web dashboards.

• Core capabilities: Competitor intelligence, exact-decimal unit economics, evidence-linked opportunity reports.
• Architecture: TypeScript monorepo, Electron across Windows / macOS / Linux. Includes a read-only MCP server.
• Design philosophy: AI assistants draft inspectable proposals with explicit human approval gates — nothing acts on its own.

• Core capabilities: Cell-tower mapping, phone enrichment, live RF detection (RTL-SDR), graph-based entity correlation.
• Interface: Dual — fast CLI (xgs) plus web dashboard, with local LLM summarization and multiple export formats.
• Design philosophy: Built for authorized research and signal intelligence; zero external data leakage.

Languages

Platforms & Environments

• Data Sovereignty: Prioritize local-first architecture. Sensitive operational data belongs strictly on the operator's machine.
• Deterministic Rigor: Favor exact calculations, verifiable provenance, and auditable artifacts over opaque heuristics.
• Pragmatic Architecture: Select system boundaries (local, hybrid, or cloud-assisted) strictly based on operational requirements.
• Operational Utility: Build stable, maintainable, low-overhead tools designed for real-world analyst and developer workflows.

_{the silent wish forever remembered · Old life deleted. New framework loading.}